Contrary to what many people seem to believe, your battery stats do NOT in any way influence the displayed battery percentage indicated by the phone. Never "calibrate" your battery by wiping battery stats.

The problem the OP is experiencing is an indication of a hardware problem with either the phone or (more likely) the battery.

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